Papers › SLIQ: Quantum Image Similarity Networks on Noisy Quantum Computers

SLIQ: Quantum Image Similarity Networks on Noisy Quantum Computers

26 Sep 2023arXiv:2309.15259archive 2025-07-28

Daniel Silver, Tirthak Patel, Aditya Ranjan, Harshitta Gandhi, William Cutler, Devesh Tiwari

Exploration into quantum machine learning has grown tremendously in recent years due to the ability of quantum computers to speed up classical programs. However, these efforts have yet to solve unsupervised similarity detection tasks due to the challenge of porting them to run on quantum computers. To overcome this challenge, we propose SLIQ, the first open-sourced work for resource-efficient quantum similarity detection networks, built with practical and effective quantum learning and variance-reducing algorithms.

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Code

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silverengineered/sliq officialmentioned in paperMIT report

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filter_labels SilverEngineered/SliQ/triplet_generator.py official repository ran MIT (permissive) · 1daefae3a05a9f01 · report
load_data SilverEngineered/SliQ/triplet_generator.py official repository ran MIT (permissive) · 51182d9edfc11e95 · report
generate_pca_triplets SilverEngineered/SliQ/triplet_generator.py official repository unverified MIT (permissive) · 84a2da0a111f6c95 · report

Tasks

Quantum Machine Learning

Results from the paper archive 2025-07-28

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Methods

SPEED

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